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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
Principles
- Principle:Huggingface Transformers Adapter Weight Saving
- Principle:ARISE Initiative Robomimic Dataset Download
- Principle:Langchain ai Langchain Tool Execution
- Principle:InternLM Lmdeploy API Server Deployment
- Principle:Microsoft Onnxruntime TensorBoard Monitoring
- Principle:SeldonIO Seldon core Periodic Task Scheduling
- Principle:Neuml Txtai Word Embedding Vectorization
- Principle:Datahub project Datahub Protobuf Compilation
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
- Principle:CarperAI Trlx Reward Model Architecture
Implementations
- Implementation:SeleniumHQ Selenium Closure Uri
- Implementation:Teamcapybara Capybara Html5 Drag
- Implementation:Openai Evals Postprocessors
- Implementation:Eventual Inc Daft Session Attach Catalog
- Implementation:Microsoft Semantic kernel HuggingFace Embeddings TestData
- Implementation:Teamcapybara Capybara Selenium Driver Specialization
- Implementation:Sgl project Sglang Benchmark MoE ROCm
- Implementation:FlowiseAI Flowise CloudMenuList
- Implementation:Triton inference server Server L0 Cmdline Trace Test
- Implementation:Elevenlabs Elevenlabs python AudioWithTimestampsAndVoiceSegmentsResponseModel
Heuristics
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
Environments
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:Online ml River Python Runtime Environment
- Environment:Duckdb Duckdb Extension Distribution Env